SlipItIn/.github/skills/loop-architect/references/model-detection.md

Model Detection and Privacy Notes

Loop-architect detection is intentionally dumb and transparent. It stores invocation metadata only, never credentials.

Registry

Default registry path:

~/.loop-architect/models.json

Registry entries should look like:

{
  "kiro": {
    "cli": "kiro-cli",
    "invoke": ["kiro-cli", "chat", "--trust-all-tools", "-p"],
    "probe": ["kiro-cli", "--version"],
    "available": true,
    "authed": true,
    "local": false,
    "capabilities": {
      "headless": true,
      "goal": true,
      "subagent": true,
      "review_loop": true
    }
  },
  "claude": {
    "cli": "claude",
    "invoke": ["claude", "-p"],
    "probe": ["claude", "--version"],
    "available": true,
    "authed": true,
    "local": false,
    "capabilities": {
      "headless": true,
      "goal": true,
      "subagent": false,
      "review_loop": false
    }
  }
}

Capabilities

headless

The CLI accepts a prompt via stdin/argument and returns output via stdout without interactive prompts. Required for use as host or judge in the external Python runner.

goal

The CLI supports a /goal command that runs an autonomous loop with self-verification. When present, RUN_IN_SESSION.md can emit a /goal one-liner as an alternative execution path.

subagent

The CLI can spawn isolated sub-agents with their own context. When present, the council can use native subagent review loops instead of shelling out.

review_loop

The CLI supports iterative review loops with trigger-based feedback (e.g. Kiro's loop_to with NEEDS_CHANGES trigger). Enables native cross-model review without the external runner.

Kiro CLI Specifics

• Headless mode requires --trust-all-tools or the session halts waiting for tool approval.
• Full invoke pattern: ["kiro-cli", "chat", "--trust-all-tools", "-p"]
• The /goal --max N command provides native loop execution with configurable iteration limits (default 5).
• Subagent review loops use a trigger string (e.g. NEEDS_CHANGES) and max_iterations cap.

authed Semantics

authed means the basic probe command exited cleanly. It is a convenience signal, not a guarantee that a future paid model call will succeed.

Default Redactions

• .env
• .env.*
• secrets/**
• **/*.key

Add project-specific globs for customer data, private transcripts, or internal design docs before sending anything to a non-local council member.

Local Model UX

Surface ollama as the privacy-preserving option when present. It may be lower quality than frontier hosted models, but it keeps council review in-house.